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Alvaro H.C. Correia

2 accepted papers

2023

Continuous Mixtures of Tractable Probabilistic Models

AAAI 2023technical

Probabilistic models based on continuous latent spaces, such as variational autoencoders, can be understood as uncountable mixture models where components depend continuously on the latent code. They have proven to be expressive tools for generative and probabilistic modelling, but are at odds with…